Overview
Brought to you by YData
Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 569 |
| Missing cells | 569 |
| Missing cells (%) | 3.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 170.2 KiB |
| Average record size in memory | 306.2 B |
Variable types
| Numeric | 31 |
|---|---|
| Categorical | 1 |
| Unsupported | 1 |
Alerts
area_mean is highly overall correlated with area_se and 12 other fields | High correlation |
area_se is highly overall correlated with area_mean and 14 other fields | High correlation |
area_worst is highly overall correlated with area_mean and 14 other fields | High correlation |
compactness_mean is highly overall correlated with area_se and 20 other fields | High correlation |
compactness_se is highly overall correlated with compactness_mean and 10 other fields | High correlation |
compactness_worst is highly overall correlated with area_worst and 16 other fields | High correlation |
concave points_mean is highly overall correlated with area_mean and 18 other fields | High correlation |
concave points_se is highly overall correlated with area_se and 11 other fields | High correlation |
concave points_worst is highly overall correlated with area_mean and 19 other fields | High correlation |
concavity_mean is highly overall correlated with area_mean and 20 other fields | High correlation |
concavity_se is highly overall correlated with compactness_mean and 10 other fields | High correlation |
concavity_worst is highly overall correlated with area_mean and 17 other fields | High correlation |
diagnosis is highly overall correlated with area_mean and 14 other fields | High correlation |
fractal_dimension_mean is highly overall correlated with fractal_dimension_se and 2 other fields | High correlation |
fractal_dimension_se is highly overall correlated with compactness_mean and 7 other fields | High correlation |
fractal_dimension_worst is highly overall correlated with compactness_mean and 10 other fields | High correlation |
perimeter_mean is highly overall correlated with area_mean and 14 other fields | High correlation |
perimeter_se is highly overall correlated with area_mean and 15 other fields | High correlation |
perimeter_worst is highly overall correlated with area_mean and 14 other fields | High correlation |
radius_mean is highly overall correlated with area_mean and 12 other fields | High correlation |
radius_se is highly overall correlated with area_mean and 13 other fields | High correlation |
radius_worst is highly overall correlated with area_mean and 14 other fields | High correlation |
smoothness_mean is highly overall correlated with compactness_mean and 6 other fields | High correlation |
smoothness_worst is highly overall correlated with compactness_mean and 6 other fields | High correlation |
symmetry_mean is highly overall correlated with compactness_mean and 2 other fields | High correlation |
symmetry_worst is highly overall correlated with compactness_worst and 2 other fields | High correlation |
texture_mean is highly overall correlated with texture_worst | High correlation |
texture_worst is highly overall correlated with texture_mean | High correlation |
Unnamed: 32 has 569 (100.0%) missing values | Missing |
id has unique values | Unique |
Unnamed: 32 is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
concavity_mean has 13 (2.3%) zeros | Zeros |
concave points_mean has 13 (2.3%) zeros | Zeros |
concavity_se has 13 (2.3%) zeros | Zeros |
concave points_se has 13 (2.3%) zeros | Zeros |
concavity_worst has 13 (2.3%) zeros | Zeros |
concave points_worst has 13 (2.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-16 10:06:02.594340 |
|---|---|
| Analysis finished | 2025-10-16 10:07:27.607766 |
| Duration | 1 minute and 25.01 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
Unique
| Distinct | 569 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30371831 |
| Minimum | 8670 |
|---|---|
| Maximum | 9.113205 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 8670 |
|---|---|
| 5-th percentile | 90267 |
| Q1 | 869218 |
| median | 906024 |
| Q3 | 8813129 |
| 95-th percentile | 90424461 |
| Maximum | 9.113205 × 108 |
| Range | 9.1131183 × 108 |
| Interquartile range (IQR) | 7943911 |
Descriptive statistics
| Standard deviation | 1.2502059 × 108 |
|---|---|
| Coefficient of variation (CV) | 4.1163334 |
| Kurtosis | 42.193194 |
| Mean | 30371831 |
| Median Absolute Deviation (MAD) | 44225 |
| Skewness | 6.4737518 |
| Sum | 1.7281572 × 1010 |
| Variance | 1.5630147 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 92751 | 1 | 0.2% |
| 842302 | 1 | 0.2% |
| 842517 | 1 | 0.2% |
| 84300903 | 1 | 0.2% |
| 84348301 | 1 | 0.2% |
| 84358402 | 1 | 0.2% |
| 843786 | 1 | 0.2% |
| 844359 | 1 | 0.2% |
| 84458202 | 1 | 0.2% |
| 924084 | 1 | 0.2% |
| Other values (559) | 559 |
| Value | Count | Frequency (%) |
| 8670 | 1 | |
| 8913 | 1 | |
| 8915 | 1 | |
| 9047 | 1 | |
| 85715 | 1 | |
| 86208 | 1 | |
| 86211 | 1 | |
| 86355 | 1 | |
| 86408 | 1 | |
| 86409 | 1 |
| Value | Count | Frequency (%) |
| 911320502 | 1 | |
| 911320501 | 1 | |
| 911296202 | 1 | |
| 911296201 | 1 | |
| 911157302 | 1 | |
| 901034302 | 1 | |
| 901034301 | 1 | |
| 881094802 | 1 | |
| 881046502 | 1 | |
| 871001502 | 1 |
diagnosis
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 27.9 KiB |
| B | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| B | 357 | |
| M | 212 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 357 | |
| m | 212 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 357 | |
| M | 212 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 569 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 357 | |
| M | 212 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 569 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 357 | |
| M | 212 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 569 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 357 | |
| M | 212 |
radius_mean
Real number (ℝ)
High correlation
| Distinct | 456 |
|---|---|
| Distinct (%) | 80.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.127292 |
| Minimum | 6.981 |
|---|---|
| Maximum | 28.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 6.981 |
|---|---|
| 5-th percentile | 9.5292 |
| Q1 | 11.7 |
| median | 13.37 |
| Q3 | 15.78 |
| 95-th percentile | 20.576 |
| Maximum | 28.11 |
| Range | 21.129 |
| Interquartile range (IQR) | 4.08 |
Descriptive statistics
| Standard deviation | 3.5240488 |
|---|---|
| Coefficient of variation (CV) | 0.24944971 |
| Kurtosis | 0.84552162 |
| Mean | 14.127292 |
| Median Absolute Deviation (MAD) | 1.9 |
| Skewness | 0.94237957 |
| Sum | 8038.429 |
| Variance | 12.41892 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.34 | 4 | 0.7% |
| 11.06 | 3 | 0.5% |
| 10.26 | 3 | 0.5% |
| 12.77 | 3 | 0.5% |
| 13.05 | 3 | 0.5% |
| 13.85 | 3 | 0.5% |
| 12.18 | 3 | 0.5% |
| 11.6 | 3 | 0.5% |
| 13 | 3 | 0.5% |
| 11.71 | 3 | 0.5% |
| Other values (446) | 538 |
| Value | Count | Frequency (%) |
| 6.981 | 1 | |
| 7.691 | 1 | |
| 7.729 | 1 | |
| 7.76 | 1 | |
| 8.196 | 1 | |
| 8.219 | 1 | |
| 8.571 | 1 | |
| 8.597 | 1 | |
| 8.598 | 1 | |
| 8.618 | 1 |
| Value | Count | Frequency (%) |
| 28.11 | 1 | |
| 27.42 | 1 | |
| 27.22 | 1 | |
| 25.73 | 1 | |
| 25.22 | 1 | |
| 24.63 | 1 | |
| 24.25 | 1 | |
| 23.51 | 1 | |
| 23.29 | 1 | |
| 23.27 | 1 |
texture_mean
Real number (ℝ)
High correlation
| Distinct | 479 |
|---|---|
| Distinct (%) | 84.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.289649 |
| Minimum | 9.71 |
|---|---|
| Maximum | 39.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 9.71 |
|---|---|
| 5-th percentile | 13.088 |
| Q1 | 16.17 |
| median | 18.84 |
| Q3 | 21.8 |
| 95-th percentile | 27.15 |
| Maximum | 39.28 |
| Range | 29.57 |
| Interquartile range (IQR) | 5.63 |
Descriptive statistics
| Standard deviation | 4.3010358 |
|---|---|
| Coefficient of variation (CV) | 0.22297118 |
| Kurtosis | 0.75831897 |
| Mean | 19.289649 |
| Median Absolute Deviation (MAD) | 2.81 |
| Skewness | 0.65044954 |
| Sum | 10975.81 |
| Variance | 18.498909 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.84 | 3 | 0.5% |
| 19.83 | 3 | 0.5% |
| 15.7 | 3 | 0.5% |
| 20.52 | 3 | 0.5% |
| 18.22 | 3 | 0.5% |
| 14.93 | 3 | 0.5% |
| 18.9 | 3 | 0.5% |
| 17.46 | 3 | 0.5% |
| 16.85 | 3 | 0.5% |
| 20.13 | 2 | 0.4% |
| Other values (469) | 540 |
| Value | Count | Frequency (%) |
| 9.71 | 1 | |
| 10.38 | 1 | |
| 10.72 | 1 | |
| 10.82 | 1 | |
| 10.89 | 1 | |
| 10.91 | 1 | |
| 10.94 | 1 | |
| 11.28 | 1 | |
| 11.79 | 1 | |
| 11.89 | 1 |
| Value | Count | Frequency (%) |
| 39.28 | 1 | |
| 33.81 | 1 | |
| 33.56 | 1 | |
| 32.47 | 1 | |
| 31.12 | 1 | |
| 30.72 | 1 | |
| 30.62 | 1 | |
| 29.97 | 1 | |
| 29.81 | 1 | |
| 29.43 | 1 |
perimeter_mean
Real number (ℝ)
High correlation
| Distinct | 522 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.969033 |
| Minimum | 43.79 |
|---|---|
| Maximum | 188.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 43.79 |
|---|---|
| 5-th percentile | 60.496 |
| Q1 | 75.17 |
| median | 86.24 |
| Q3 | 104.1 |
| 95-th percentile | 135.82 |
| Maximum | 188.5 |
| Range | 144.71 |
| Interquartile range (IQR) | 28.93 |
Descriptive statistics
| Standard deviation | 24.298981 |
|---|---|
| Coefficient of variation (CV) | 0.26420829 |
| Kurtosis | 0.97221355 |
| Mean | 91.969033 |
| Median Absolute Deviation (MAD) | 12.71 |
| Skewness | 0.99065043 |
| Sum | 52330.38 |
| Variance | 590.44048 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 82.61 | 3 | 0.5% |
| 134.7 | 3 | 0.5% |
| 87.76 | 3 | 0.5% |
| 129.1 | 2 | 0.4% |
| 82.69 | 2 | 0.4% |
| 132.9 | 2 | 0.4% |
| 130 | 2 | 0.4% |
| 81.35 | 2 | 0.4% |
| 94.25 | 2 | 0.4% |
| 58.79 | 2 | 0.4% |
| Other values (512) | 546 |
| Value | Count | Frequency (%) |
| 43.79 | 1 | |
| 47.92 | 1 | |
| 47.98 | 1 | |
| 48.34 | 1 | |
| 51.71 | 1 | |
| 53.27 | 1 | |
| 54.09 | 1 | |
| 54.34 | 1 | |
| 54.42 | 1 | |
| 54.53 | 1 |
| Value | Count | Frequency (%) |
| 188.5 | 1 | |
| 186.9 | 1 | |
| 182.1 | 1 | |
| 174.2 | 1 | |
| 171.5 | 1 | |
| 166.2 | 1 | |
| 165.5 | 1 | |
| 158.9 | 1 | |
| 155.1 | 1 | |
| 153.5 | 1 |
area_mean
Real number (ℝ)
High correlation
| Distinct | 539 |
|---|---|
| Distinct (%) | 94.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 654.8891 |
| Minimum | 143.5 |
|---|---|
| Maximum | 2501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 143.5 |
|---|---|
| 5-th percentile | 275.78 |
| Q1 | 420.3 |
| median | 551.1 |
| Q3 | 782.7 |
| 95-th percentile | 1309.8 |
| Maximum | 2501 |
| Range | 2357.5 |
| Interquartile range (IQR) | 362.4 |
Descriptive statistics
| Standard deviation | 351.91413 |
|---|---|
| Coefficient of variation (CV) | 0.53736446 |
| Kurtosis | 3.6523028 |
| Mean | 654.8891 |
| Median Absolute Deviation (MAD) | 153.3 |
| Skewness | 1.6457322 |
| Sum | 372631.9 |
| Variance | 123843.55 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 512.2 | 3 | 0.5% |
| 394.1 | 2 | 0.4% |
| 399.8 | 2 | 0.4% |
| 1076 | 2 | 0.4% |
| 582.7 | 2 | 0.4% |
| 334.2 | 2 | 0.4% |
| 1075 | 2 | 0.4% |
| 561 | 2 | 0.4% |
| 716.6 | 2 | 0.4% |
| 466.1 | 2 | 0.4% |
| Other values (529) | 548 |
| Value | Count | Frequency (%) |
| 143.5 | 1 | |
| 170.4 | 1 | |
| 178.8 | 1 | |
| 181 | 1 | |
| 201.9 | 1 | |
| 203.9 | 1 | |
| 221.2 | 1 | |
| 221.3 | 1 | |
| 221.8 | 1 | |
| 224.5 | 1 |
| Value | Count | Frequency (%) |
| 2501 | 1 | |
| 2499 | 1 | |
| 2250 | 1 | |
| 2010 | 1 | |
| 1878 | 1 | |
| 1841 | 1 | |
| 1761 | 1 | |
| 1747 | 1 | |
| 1686 | 1 | |
| 1685 | 1 |
smoothness_mean
Real number (ℝ)
High correlation
| Distinct | 474 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.096360281 |
| Minimum | 0.05263 |
|---|---|
| Maximum | 0.1634 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.05263 |
|---|---|
| 5-th percentile | 0.075042 |
| Q1 | 0.08637 |
| median | 0.09587 |
| Q3 | 0.1053 |
| 95-th percentile | 0.11878 |
| Maximum | 0.1634 |
| Range | 0.11077 |
| Interquartile range (IQR) | 0.01893 |
Descriptive statistics
| Standard deviation | 0.014064128 |
|---|---|
| Coefficient of variation (CV) | 0.14595358 |
| Kurtosis | 0.85597493 |
| Mean | 0.096360281 |
| Median Absolute Deviation (MAD) | 0.0095 |
| Skewness | 0.45632376 |
| Sum | 54.829 |
| Variance | 0.0001977997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1007 | 5 | 0.9% |
| 0.1054 | 4 | 0.7% |
| 0.115 | 4 | 0.7% |
| 0.1075 | 4 | 0.7% |
| 0.1049 | 3 | 0.5% |
| 0.1096 | 3 | 0.5% |
| 0.1089 | 3 | 0.5% |
| 0.1044 | 3 | 0.5% |
| 0.1082 | 3 | 0.5% |
| 0.1066 | 3 | 0.5% |
| Other values (464) | 534 |
| Value | Count | Frequency (%) |
| 0.05263 | 1 | |
| 0.06251 | 1 | |
| 0.06429 | 1 | |
| 0.06576 | 1 | |
| 0.06613 | 1 | |
| 0.06828 | 1 | |
| 0.06883 | 1 | |
| 0.06935 | 1 | |
| 0.0695 | 1 | |
| 0.06955 | 1 |
| Value | Count | Frequency (%) |
| 0.1634 | 1 | |
| 0.1447 | 1 | |
| 0.1425 | 1 | |
| 0.1398 | 1 | |
| 0.1371 | 1 | |
| 0.1335 | 1 | |
| 0.1326 | 1 | |
| 0.1323 | 1 | |
| 0.1291 | 1 | |
| 0.1286 | 1 |
compactness_mean
Real number (ℝ)
High correlation
| Distinct | 537 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10434098 |
| Minimum | 0.01938 |
|---|---|
| Maximum | 0.3454 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.01938 |
|---|---|
| 5-th percentile | 0.04066 |
| Q1 | 0.06492 |
| median | 0.09263 |
| Q3 | 0.1304 |
| 95-th percentile | 0.2087 |
| Maximum | 0.3454 |
| Range | 0.32602 |
| Interquartile range (IQR) | 0.06548 |
Descriptive statistics
| Standard deviation | 0.052812758 |
|---|---|
| Coefficient of variation (CV) | 0.50615545 |
| Kurtosis | 1.6501305 |
| Mean | 0.10434098 |
| Median Absolute Deviation (MAD) | 0.03263 |
| Skewness | 1.190123 |
| Sum | 59.37002 |
| Variance | 0.0027891874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1147 | 3 | 0.5% |
| 0.1206 | 3 | 0.5% |
| 0.1047 | 2 | 0.4% |
| 0.1141 | 2 | 0.4% |
| 0.04994 | 2 | 0.4% |
| 0.05743 | 2 | 0.4% |
| 0.1306 | 2 | 0.4% |
| 0.1599 | 2 | 0.4% |
| 0.07698 | 2 | 0.4% |
| 0.17 | 2 | 0.4% |
| Other values (527) | 547 |
| Value | Count | Frequency (%) |
| 0.01938 | 1 | |
| 0.02344 | 1 | |
| 0.0265 | 1 | |
| 0.02675 | 1 | |
| 0.03116 | 1 | |
| 0.03212 | 1 | |
| 0.03393 | 1 | |
| 0.03398 | 1 | |
| 0.03454 | 1 | |
| 0.03515 | 1 |
| Value | Count | Frequency (%) |
| 0.3454 | 1 | |
| 0.3114 | 1 | |
| 0.2867 | 1 | |
| 0.2839 | 1 | |
| 0.2832 | 1 | |
| 0.2776 | 1 | |
| 0.277 | 1 | |
| 0.2768 | 1 | |
| 0.2665 | 1 | |
| 0.2576 | 1 |
concavity_mean
Real number (ℝ)
High correlation Zeros
| Distinct | 537 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.088799316 |
| Minimum | 0 |
|---|---|
| Maximum | 0.4268 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0049826 |
| Q1 | 0.02956 |
| median | 0.06154 |
| Q3 | 0.1307 |
| 95-th percentile | 0.24302 |
| Maximum | 0.4268 |
| Range | 0.4268 |
| Interquartile range (IQR) | 0.10114 |
Descriptive statistics
| Standard deviation | 0.079719809 |
|---|---|
| Coefficient of variation (CV) | 0.89775251 |
| Kurtosis | 1.9986375 |
| Mean | 0.088799316 |
| Median Absolute Deviation (MAD) | 0.04046 |
| Skewness | 1.4011797 |
| Sum | 50.526811 |
| Variance | 0.0063552479 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13 | 2.3% |
| 0.1204 | 3 | 0.5% |
| 0.2448 | 2 | 0.4% |
| 0.08422 | 2 | 0.4% |
| 0.01972 | 2 | 0.4% |
| 0.05892 | 2 | 0.4% |
| 0.1974 | 2 | 0.4% |
| 0.2133 | 2 | 0.4% |
| 0.02995 | 2 | 0.4% |
| 0.2417 | 2 | 0.4% |
| Other values (527) | 537 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 0.000692 | 1 | 0.2% |
| 0.0009737 | 1 | 0.2% |
| 0.001194 | 1 | 0.2% |
| 0.001461 | 1 | 0.2% |
| 0.001487 | 1 | 0.2% |
| 0.001546 | 1 | 0.2% |
| 0.001595 | 1 | 0.2% |
| 0.001597 | 1 | 0.2% |
| 0.00186 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.4268 | 1 | |
| 0.4264 | 1 | |
| 0.4108 | 1 | |
| 0.3754 | 1 | |
| 0.3635 | 1 | |
| 0.3523 | 1 | |
| 0.3514 | 1 | |
| 0.3368 | 1 | |
| 0.3339 | 1 | |
| 0.3201 | 1 |
concave points_mean
Real number (ℝ)
High correlation Zeros
| Distinct | 542 |
|---|---|
| Distinct (%) | 95.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.048919146 |
| Minimum | 0 |
|---|---|
| Maximum | 0.2012 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0056208 |
| Q1 | 0.02031 |
| median | 0.0335 |
| Q3 | 0.074 |
| 95-th percentile | 0.12574 |
| Maximum | 0.2012 |
| Range | 0.2012 |
| Interquartile range (IQR) | 0.05369 |
Descriptive statistics
| Standard deviation | 0.038802845 |
|---|---|
| Coefficient of variation (CV) | 0.79320365 |
| Kurtosis | 1.0665557 |
| Mean | 0.048919146 |
| Median Absolute Deviation (MAD) | 0.02014 |
| Skewness | 1.1711801 |
| Sum | 27.834994 |
| Variance | 0.0015056608 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13 | 2.3% |
| 0.02864 | 3 | 0.5% |
| 0.02272 | 2 | 0.4% |
| 0.1471 | 2 | 0.4% |
| 0.1043 | 2 | 0.4% |
| 0.02377 | 2 | 0.4% |
| 0.01615 | 2 | 0.4% |
| 0.1242 | 2 | 0.4% |
| 0.02031 | 2 | 0.4% |
| 0.05778 | 2 | 0.4% |
| Other values (532) | 537 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 0.001852 | 1 | 0.2% |
| 0.002404 | 1 | 0.2% |
| 0.002924 | 1 | 0.2% |
| 0.002941 | 1 | 0.2% |
| 0.003125 | 1 | 0.2% |
| 0.003261 | 1 | 0.2% |
| 0.003333 | 1 | 0.2% |
| 0.003472 | 1 | 0.2% |
| 0.004167 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.2012 | 1 | |
| 0.1913 | 1 | |
| 0.1878 | 1 | |
| 0.1845 | 1 | |
| 0.1823 | 1 | |
| 0.1689 | 1 | |
| 0.162 | 1 | |
| 0.1604 | 1 | |
| 0.1595 | 1 | |
| 0.1562 | 1 |
symmetry_mean
Real number (ℝ)
High correlation
| Distinct | 432 |
|---|---|
| Distinct (%) | 75.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18116186 |
| Minimum | 0.106 |
|---|---|
| Maximum | 0.304 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.106 |
|---|---|
| 5-th percentile | 0.1415 |
| Q1 | 0.1619 |
| median | 0.1792 |
| Q3 | 0.1957 |
| 95-th percentile | 0.23072 |
| Maximum | 0.304 |
| Range | 0.198 |
| Interquartile range (IQR) | 0.0338 |
Descriptive statistics
| Standard deviation | 0.027414281 |
|---|---|
| Coefficient of variation (CV) | 0.15132479 |
| Kurtosis | 1.287933 |
| Mean | 0.18116186 |
| Median Absolute Deviation (MAD) | 0.0171 |
| Skewness | 0.72560897 |
| Sum | 103.0811 |
| Variance | 0.00075154282 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1769 | 4 | 0.7% |
| 0.1893 | 4 | 0.7% |
| 0.1717 | 4 | 0.7% |
| 0.1714 | 4 | 0.7% |
| 0.1601 | 4 | 0.7% |
| 0.2116 | 3 | 0.5% |
| 0.159 | 3 | 0.5% |
| 0.1885 | 3 | 0.5% |
| 0.1669 | 3 | 0.5% |
| 0.1506 | 3 | 0.5% |
| Other values (422) | 534 |
| Value | Count | Frequency (%) |
| 0.106 | 1 | |
| 0.1167 | 1 | |
| 0.1203 | 1 | |
| 0.1215 | 1 | |
| 0.122 | 1 | |
| 0.1274 | 1 | |
| 0.1305 | 1 | |
| 0.1308 | 1 | |
| 0.1337 | 1 | |
| 0.1339 | 1 |
| Value | Count | Frequency (%) |
| 0.304 | 1 | |
| 0.2906 | 1 | |
| 0.2743 | 1 | |
| 0.2678 | 1 | |
| 0.2655 | 1 | |
| 0.2597 | 1 | |
| 0.2595 | 1 | |
| 0.2569 | 1 | |
| 0.2556 | 1 | |
| 0.2548 | 1 |
fractal_dimension_mean
Real number (ℝ)
High correlation
| Distinct | 499 |
|---|---|
| Distinct (%) | 87.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06279761 |
| Minimum | 0.04996 |
|---|---|
| Maximum | 0.09744 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.04996 |
|---|---|
| 5-th percentile | 0.053926 |
| Q1 | 0.0577 |
| median | 0.06154 |
| Q3 | 0.06612 |
| 95-th percentile | 0.07609 |
| Maximum | 0.09744 |
| Range | 0.04748 |
| Interquartile range (IQR) | 0.00842 |
Descriptive statistics
| Standard deviation | 0.0070603628 |
|---|---|
| Coefficient of variation (CV) | 0.11243044 |
| Kurtosis | 3.0058921 |
| Mean | 0.06279761 |
| Median Absolute Deviation (MAD) | 0.00422 |
| Skewness | 1.3044888 |
| Sum | 35.73184 |
| Variance | 4.9848723 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.06782 | 3 | 0.5% |
| 0.06113 | 3 | 0.5% |
| 0.05907 | 3 | 0.5% |
| 0.05667 | 3 | 0.5% |
| 0.05913 | 3 | 0.5% |
| 0.0558 | 2 | 0.4% |
| 0.06048 | 2 | 0.4% |
| 0.05391 | 2 | 0.4% |
| 0.05955 | 2 | 0.4% |
| 0.06343 | 2 | 0.4% |
| Other values (489) | 544 |
| Value | Count | Frequency (%) |
| 0.04996 | 1 | |
| 0.05024 | 1 | |
| 0.05025 | 1 | |
| 0.05044 | 1 | |
| 0.05054 | 1 | |
| 0.05096 | 1 | |
| 0.05176 | 1 | |
| 0.05177 | 1 | |
| 0.05185 | 1 | |
| 0.05223 | 1 |
| Value | Count | Frequency (%) |
| 0.09744 | 1 | |
| 0.09575 | 1 | |
| 0.09502 | 1 | |
| 0.09296 | 1 | |
| 0.0898 | 1 | |
| 0.08743 | 1 | |
| 0.0845 | 1 | |
| 0.08261 | 1 | |
| 0.08243 | 1 | |
| 0.08142 | 1 |
radius_se
Real number (ℝ)
High correlation
| Distinct | 540 |
|---|---|
| Distinct (%) | 94.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.40517206 |
| Minimum | 0.1115 |
|---|---|
| Maximum | 2.873 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.1115 |
|---|---|
| 5-th percentile | 0.1601 |
| Q1 | 0.2324 |
| median | 0.3242 |
| Q3 | 0.4789 |
| 95-th percentile | 0.95952 |
| Maximum | 2.873 |
| Range | 2.7615 |
| Interquartile range (IQR) | 0.2465 |
Descriptive statistics
| Standard deviation | 0.27731273 |
|---|---|
| Coefficient of variation (CV) | 0.68443203 |
| Kurtosis | 17.686726 |
| Mean | 0.40517206 |
| Median Absolute Deviation (MAD) | 0.106 |
| Skewness | 3.0886122 |
| Sum | 230.5429 |
| Variance | 0.076902352 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.286 | 3 | 0.5% |
| 0.2204 | 3 | 0.5% |
| 0.306 | 2 | 0.4% |
| 0.2562 | 2 | 0.4% |
| 0.2351 | 2 | 0.4% |
| 0.2239 | 2 | 0.4% |
| 0.403 | 2 | 0.4% |
| 0.2315 | 2 | 0.4% |
| 0.3534 | 2 | 0.4% |
| 0.2976 | 2 | 0.4% |
| Other values (530) | 547 |
| Value | Count | Frequency (%) |
| 0.1115 | 1 | |
| 0.1144 | 1 | |
| 0.1153 | 1 | |
| 0.1166 | 1 | |
| 0.1186 | 1 | |
| 0.1194 | 1 | |
| 0.1199 | 1 | |
| 0.121 | 1 | |
| 0.1267 | 1 | |
| 0.1302 | 1 |
| Value | Count | Frequency (%) |
| 2.873 | 1 | |
| 2.547 | 1 | |
| 1.509 | 1 | |
| 1.37 | 1 | |
| 1.296 | 1 | |
| 1.292 | 1 | |
| 1.291 | 1 | |
| 1.215 | 1 | |
| 1.214 | 1 | |
| 1.207 | 1 |
texture_se
Real number (ℝ)
| Distinct | 519 |
|---|---|
| Distinct (%) | 91.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2168534 |
| Minimum | 0.3602 |
|---|---|
| Maximum | 4.885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.3602 |
|---|---|
| 5-th percentile | 0.54014 |
| Q1 | 0.8339 |
| median | 1.108 |
| Q3 | 1.474 |
| 95-th percentile | 2.212 |
| Maximum | 4.885 |
| Range | 4.5248 |
| Interquartile range (IQR) | 0.6401 |
Descriptive statistics
| Standard deviation | 0.55164839 |
|---|---|
| Coefficient of variation (CV) | 0.45334005 |
| Kurtosis | 5.3491687 |
| Mean | 1.2168534 |
| Median Absolute Deviation (MAD) | 0.3153 |
| Skewness | 1.6464438 |
| Sum | 692.3896 |
| Variance | 0.30431595 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8561 | 3 | 0.5% |
| 1.35 | 3 | 0.5% |
| 1.268 | 3 | 0.5% |
| 1.15 | 3 | 0.5% |
| 1.216 | 2 | 0.4% |
| 1.03 | 2 | 0.4% |
| 1.627 | 2 | 0.4% |
| 1.152 | 2 | 0.4% |
| 1.363 | 2 | 0.4% |
| 1.232 | 2 | 0.4% |
| Other values (509) | 545 |
| Value | Count | Frequency (%) |
| 0.3602 | 1 | |
| 0.3621 | 1 | |
| 0.3628 | 1 | |
| 0.3871 | 1 | |
| 0.3981 | 1 | |
| 0.4064 | 1 | |
| 0.4125 | 1 | |
| 0.4334 | 1 | |
| 0.4336 | 1 | |
| 0.4402 | 1 |
| Value | Count | Frequency (%) |
| 4.885 | 1 | |
| 3.896 | 1 | |
| 3.647 | 1 | |
| 3.568 | 1 | |
| 3.12 | 1 | |
| 2.927 | 1 | |
| 2.91 | 1 | |
| 2.904 | 1 | |
| 2.878 | 1 | |
| 2.836 | 1 |
perimeter_se
Real number (ℝ)
High correlation
| Distinct | 533 |
|---|---|
| Distinct (%) | 93.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8660592 |
| Minimum | 0.757 |
|---|---|
| Maximum | 21.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.757 |
|---|---|
| 5-th percentile | 1.1328 |
| Q1 | 1.606 |
| median | 2.287 |
| Q3 | 3.357 |
| 95-th percentile | 7.0416 |
| Maximum | 21.98 |
| Range | 21.223 |
| Interquartile range (IQR) | 1.751 |
Descriptive statistics
| Standard deviation | 2.0218546 |
|---|---|
| Coefficient of variation (CV) | 0.70544758 |
| Kurtosis | 21.401905 |
| Mean | 2.8660592 |
| Median Absolute Deviation (MAD) | 0.77 |
| Skewness | 3.4436152 |
| Sum | 1630.7877 |
| Variance | 4.0878958 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.778 | 4 | 0.7% |
| 1.143 | 2 | 0.4% |
| 2.041 | 2 | 0.4% |
| 2.41 | 2 | 0.4% |
| 2.097 | 2 | 0.4% |
| 1.101 | 2 | 0.4% |
| 1.491 | 2 | 0.4% |
| 2.183 | 2 | 0.4% |
| 2.406 | 2 | 0.4% |
| 3.008 | 2 | 0.4% |
| Other values (523) | 547 |
| Value | Count | Frequency (%) |
| 0.757 | 1 | |
| 0.7714 | 1 | |
| 0.8439 | 1 | |
| 0.8484 | 1 | |
| 0.873 | 1 | |
| 0.9219 | 1 | |
| 0.968 | 1 | |
| 0.9812 | 1 | |
| 0.9857 | 1 | |
| 0.9887 | 1 |
| Value | Count | Frequency (%) |
| 21.98 | 1 | |
| 18.65 | 1 | |
| 11.07 | 1 | |
| 10.12 | 1 | |
| 10.05 | 1 | |
| 9.807 | 1 | |
| 9.635 | 1 | |
| 9.424 | 1 | |
| 8.867 | 1 | |
| 8.83 | 1 |
area_se
Real number (ℝ)
High correlation
| Distinct | 528 |
|---|---|
| Distinct (%) | 92.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.337079 |
| Minimum | 6.802 |
|---|---|
| Maximum | 542.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 6.802 |
|---|---|
| 5-th percentile | 11.36 |
| Q1 | 17.85 |
| median | 24.53 |
| Q3 | 45.19 |
| 95-th percentile | 115.8 |
| Maximum | 542.2 |
| Range | 535.398 |
| Interquartile range (IQR) | 27.34 |
Descriptive statistics
| Standard deviation | 45.491006 |
|---|---|
| Coefficient of variation (CV) | 1.1277714 |
| Kurtosis | 49.209077 |
| Mean | 40.337079 |
| Median Absolute Deviation (MAD) | 9.19 |
| Skewness | 5.4471863 |
| Sum | 22951.798 |
| Variance | 2069.4316 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.97 | 3 | 0.5% |
| 16.64 | 3 | 0.5% |
| 17.67 | 3 | 0.5% |
| 18.54 | 3 | 0.5% |
| 20.67 | 2 | 0.4% |
| 23.92 | 2 | 0.4% |
| 20.98 | 2 | 0.4% |
| 14.91 | 2 | 0.4% |
| 23.12 | 2 | 0.4% |
| 20.74 | 2 | 0.4% |
| Other values (518) | 545 |
| Value | Count | Frequency (%) |
| 6.802 | 1 | |
| 7.228 | 1 | |
| 7.254 | 1 | |
| 7.326 | 1 | |
| 8.205 | 1 | |
| 8.322 | 1 | |
| 8.605 | 1 | |
| 8.955 | 1 | |
| 8.966 | 1 | |
| 9.006 | 1 |
| Value | Count | Frequency (%) |
| 542.2 | 1 | |
| 525.6 | 1 | |
| 233 | 1 | |
| 224.1 | 1 | |
| 199.7 | 1 | |
| 180.2 | 1 | |
| 176.5 | 1 | |
| 170 | 1 | |
| 164.1 | 1 | |
| 158.7 | 1 |
smoothness_se
Real number (ℝ)
| Distinct | 547 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0070409789 |
| Minimum | 0.001713 |
|---|---|
| Maximum | 0.03113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.001713 |
|---|---|
| 5-th percentile | 0.0036902 |
| Q1 | 0.005169 |
| median | 0.00638 |
| Q3 | 0.008146 |
| 95-th percentile | 0.012644 |
| Maximum | 0.03113 |
| Range | 0.029417 |
| Interquartile range (IQR) | 0.002977 |
Descriptive statistics
| Standard deviation | 0.0030025179 |
|---|---|
| Coefficient of variation (CV) | 0.42643473 |
| Kurtosis | 10.46984 |
| Mean | 0.0070409789 |
| Median Absolute Deviation (MAD) | 0.001451 |
| Skewness | 2.3144501 |
| Sum | 4.006317 |
| Variance | 9.015114 × 10-6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.00591 | 2 | 0.4% |
| 0.006064 | 2 | 0.4% |
| 0.007189 | 2 | 0.4% |
| 0.007389 | 2 | 0.4% |
| 0.005251 | 2 | 0.4% |
| 0.0138 | 2 | 0.4% |
| 0.005518 | 2 | 0.4% |
| 0.01017 | 2 | 0.4% |
| 0.01 | 2 | 0.4% |
| 0.00604 | 2 | 0.4% |
| Other values (537) | 549 |
| Value | Count | Frequency (%) |
| 0.001713 | 1 | |
| 0.002667 | 1 | |
| 0.002826 | 1 | |
| 0.002838 | 1 | |
| 0.002866 | 1 | |
| 0.002887 | 1 | |
| 0.003139 | 1 | |
| 0.003169 | 1 | |
| 0.003245 | 1 | |
| 0.003265 | 1 |
| Value | Count | Frequency (%) |
| 0.03113 | 1 | |
| 0.02333 | 1 | |
| 0.02177 | 1 | |
| 0.02075 | 1 | |
| 0.01835 | 1 | |
| 0.01736 | 1 | |
| 0.01721 | 1 | |
| 0.01604 | 1 | |
| 0.01582 | 1 | |
| 0.01574 | 1 |
compactness_se
Real number (ℝ)
High correlation
| Distinct | 541 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.025478139 |
| Minimum | 0.002252 |
|---|---|
| Maximum | 0.1354 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.002252 |
|---|---|
| 5-th percentile | 0.0078922 |
| Q1 | 0.01308 |
| median | 0.02045 |
| Q3 | 0.03245 |
| 95-th percentile | 0.060578 |
| Maximum | 0.1354 |
| Range | 0.133148 |
| Interquartile range (IQR) | 0.01937 |
Descriptive statistics
| Standard deviation | 0.017908179 |
|---|---|
| Coefficient of variation (CV) | 0.70288413 |
| Kurtosis | 5.1062525 |
| Mean | 0.025478139 |
| Median Absolute Deviation (MAD) | 0.00876 |
| Skewness | 1.9022207 |
| Sum | 14.497061 |
| Variance | 0.00032070289 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.01812 | 3 | 0.5% |
| 0.01104 | 3 | 0.5% |
| 0.0231 | 3 | 0.5% |
| 0.0118 | 2 | 0.4% |
| 0.009169 | 2 | 0.4% |
| 0.02219 | 2 | 0.4% |
| 0.01174 | 2 | 0.4% |
| 0.01503 | 2 | 0.4% |
| 0.01382 | 2 | 0.4% |
| 0.01395 | 2 | 0.4% |
| Other values (531) | 546 |
| Value | Count | Frequency (%) |
| 0.002252 | 1 | |
| 0.003012 | 1 | |
| 0.00371 | 1 | |
| 0.003746 | 1 | |
| 0.00466 | 1 | |
| 0.004693 | 1 | |
| 0.004711 | 1 | |
| 0.004883 | 1 | |
| 0.004899 | 1 | |
| 0.00493 | 1 |
| Value | Count | Frequency (%) |
| 0.1354 | 1 | |
| 0.1064 | 1 | |
| 0.1006 | 1 | |
| 0.09806 | 1 | |
| 0.09586 | 1 | |
| 0.09368 | 1 | |
| 0.08808 | 1 | |
| 0.08668 | 1 | |
| 0.08606 | 1 | |
| 0.08555 | 1 |
concavity_se
Real number (ℝ)
High correlation Zeros
| Distinct | 533 |
|---|---|
| Distinct (%) | 93.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.031893716 |
| Minimum | 0 |
|---|---|
| Maximum | 0.396 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0032526 |
| Q1 | 0.01509 |
| median | 0.02589 |
| Q3 | 0.04205 |
| 95-th percentile | 0.078936 |
| Maximum | 0.396 |
| Range | 0.396 |
| Interquartile range (IQR) | 0.02696 |
Descriptive statistics
| Standard deviation | 0.03018606 |
|---|---|
| Coefficient of variation (CV) | 0.94645792 |
| Kurtosis | 48.861395 |
| Mean | 0.031893716 |
| Median Absolute Deviation (MAD) | 0.01248 |
| Skewness | 5.110463 |
| Sum | 18.147525 |
| Variance | 0.00091119824 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13 | 2.3% |
| 0.02185 | 2 | 0.4% |
| 0.01698 | 2 | 0.4% |
| 0.0151 | 2 | 0.4% |
| 0.01412 | 2 | 0.4% |
| 0.02681 | 2 | 0.4% |
| 0.02332 | 2 | 0.4% |
| 0.03576 | 2 | 0.4% |
| 0.02071 | 2 | 0.4% |
| 0.03872 | 2 | 0.4% |
| Other values (523) | 538 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 0.000692 | 1 | 0.2% |
| 0.0007929 | 1 | 0.2% |
| 0.0009737 | 1 | 0.2% |
| 0.001128 | 1 | 0.2% |
| 0.001184 | 1 | 0.2% |
| 0.001487 | 1 | 0.2% |
| 0.001595 | 1 | 0.2% |
| 0.001597 | 1 | 0.2% |
| 0.001835 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.396 | 1 | |
| 0.3038 | 1 | |
| 0.1535 | 1 | |
| 0.1438 | 1 | |
| 0.1435 | 1 | |
| 0.1278 | 1 | |
| 0.1197 | 1 | |
| 0.1166 | 1 | |
| 0.1114 | 1 | |
| 0.1091 | 1 |
concave points_se
Real number (ℝ)
High correlation Zeros
| Distinct | 507 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.011796137 |
| Minimum | 0 |
|---|---|
| Maximum | 0.05279 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0038308 |
| Q1 | 0.007638 |
| median | 0.01093 |
| Q3 | 0.01471 |
| 95-th percentile | 0.022884 |
| Maximum | 0.05279 |
| Range | 0.05279 |
| Interquartile range (IQR) | 0.007072 |
Descriptive statistics
| Standard deviation | 0.0061702852 |
|---|---|
| Coefficient of variation (CV) | 0.52307676 |
| Kurtosis | 5.1263019 |
| Mean | 0.011796137 |
| Median Absolute Deviation (MAD) | 0.003485 |
| Skewness | 1.4446781 |
| Sum | 6.712002 |
| Variance | 3.8072419 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13 | 2.3% |
| 0.01167 | 3 | 0.5% |
| 0.0111 | 3 | 0.5% |
| 0.01499 | 3 | 0.5% |
| 0.01841 | 2 | 0.4% |
| 0.01161 | 2 | 0.4% |
| 0.01164 | 2 | 0.4% |
| 0.01043 | 2 | 0.4% |
| 0.01262 | 2 | 0.4% |
| 0.0137 | 2 | 0.4% |
| Other values (497) | 535 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 0.001852 | 1 | 0.2% |
| 0.002386 | 1 | 0.2% |
| 0.002404 | 1 | 0.2% |
| 0.002924 | 1 | 0.2% |
| 0.002941 | 1 | 0.2% |
| 0.003125 | 1 | 0.2% |
| 0.003242 | 1 | 0.2% |
| 0.003333 | 1 | 0.2% |
| 0.00339 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.05279 | 1 | |
| 0.0409 | 1 | |
| 0.03927 | 1 | |
| 0.03487 | 1 | |
| 0.03441 | 1 | |
| 0.03322 | 1 | |
| 0.03024 | 1 | |
| 0.02919 | 1 | |
| 0.02853 | 1 | |
| 0.02801 | 1 |
symmetry_se
Real number (ℝ)
| Distinct | 498 |
|---|---|
| Distinct (%) | 87.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.020542299 |
| Minimum | 0.007882 |
|---|---|
| Maximum | 0.07895 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.007882 |
|---|---|
| 5-th percentile | 0.011758 |
| Q1 | 0.01516 |
| median | 0.01873 |
| Q3 | 0.02348 |
| 95-th percentile | 0.034988 |
| Maximum | 0.07895 |
| Range | 0.071068 |
| Interquartile range (IQR) | 0.00832 |
Descriptive statistics
| Standard deviation | 0.0082663715 |
|---|---|
| Coefficient of variation (CV) | 0.40240733 |
| Kurtosis | 7.8961298 |
| Mean | 0.020542299 |
| Median Absolute Deviation (MAD) | 0.00393 |
| Skewness | 2.1951329 |
| Sum | 11.688568 |
| Variance | 6.8332898 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.01344 | 4 | 0.7% |
| 0.02045 | 3 | 0.5% |
| 0.01884 | 3 | 0.5% |
| 0.01454 | 3 | 0.5% |
| 0.01647 | 3 | 0.5% |
| 0.01897 | 3 | 0.5% |
| 0.01924 | 3 | 0.5% |
| 0.01536 | 3 | 0.5% |
| 0.0187 | 3 | 0.5% |
| 0.01939 | 2 | 0.4% |
| Other values (488) | 539 |
| Value | Count | Frequency (%) |
| 0.007882 | 1 | |
| 0.009539 | 1 | |
| 0.009947 | 1 | |
| 0.01013 | 1 | |
| 0.01029 | 1 | |
| 0.01054 | 1 | |
| 0.01055 | 1 | |
| 0.01057 | 1 | |
| 0.01062 | 1 | |
| 0.01065 | 2 |
| Value | Count | Frequency (%) |
| 0.07895 | 1 | |
| 0.06146 | 1 | |
| 0.05963 | 1 | |
| 0.05628 | 1 | |
| 0.05543 | 1 | |
| 0.05333 | 1 | |
| 0.05168 | 1 | |
| 0.05113 | 1 | |
| 0.05014 | 1 | |
| 0.04783 | 1 |
fractal_dimension_se
Real number (ℝ)
High correlation
| Distinct | 545 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0037949039 |
| Minimum | 0.0008948 |
|---|---|
| Maximum | 0.02984 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.0008948 |
|---|---|
| 5-th percentile | 0.0015216 |
| Q1 | 0.002248 |
| median | 0.003187 |
| Q3 | 0.004558 |
| 95-th percentile | 0.0079598 |
| Maximum | 0.02984 |
| Range | 0.0289452 |
| Interquartile range (IQR) | 0.00231 |
Descriptive statistics
| Standard deviation | 0.002646071 |
|---|---|
| Coefficient of variation (CV) | 0.69726956 |
| Kurtosis | 26.280847 |
| Mean | 0.0037949039 |
| Median Absolute Deviation (MAD) | 0.001074 |
| Skewness | 3.9239686 |
| Sum | 2.1593003 |
| Variance | 7.0016916 × 10-6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.002256 | 2 | 0.4% |
| 0.002205 | 2 | 0.4% |
| 0.002665 | 2 | 0.4% |
| 0.003009 | 2 | 0.4% |
| 0.001956 | 2 | 0.4% |
| 0.001906 | 2 | 0.4% |
| 0.002551 | 2 | 0.4% |
| 0.002801 | 2 | 0.4% |
| 0.001892 | 2 | 0.4% |
| 0.003318 | 2 | 0.4% |
| Other values (535) | 549 |
| Value | Count | Frequency (%) |
| 0.0008948 | 1 | |
| 0.0009502 | 1 | |
| 0.0009683 | 1 | |
| 0.001002 | 1 | |
| 0.001058 | 1 | |
| 0.001087 | 1 | |
| 0.001126 | 1 | |
| 0.00118 | 1 | |
| 0.001217 | 1 | |
| 0.001219 | 1 |
| Value | Count | Frequency (%) |
| 0.02984 | 1 | |
| 0.02286 | 1 | |
| 0.02193 | 1 | |
| 0.01792 | 1 | |
| 0.01298 | 1 | |
| 0.01284 | 1 | |
| 0.01256 | 1 | |
| 0.01233 | 1 | |
| 0.0122 | 1 | |
| 0.01178 | 1 |
radius_worst
Real number (ℝ)
High correlation
| Distinct | 457 |
|---|---|
| Distinct (%) | 80.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.26919 |
| Minimum | 7.93 |
|---|---|
| Maximum | 36.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 7.93 |
|---|---|
| 5-th percentile | 10.534 |
| Q1 | 13.01 |
| median | 14.97 |
| Q3 | 18.79 |
| 95-th percentile | 25.64 |
| Maximum | 36.04 |
| Range | 28.11 |
| Interquartile range (IQR) | 5.78 |
Descriptive statistics
| Standard deviation | 4.8332416 |
|---|---|
| Coefficient of variation (CV) | 0.29707943 |
| Kurtosis | 0.94408958 |
| Mean | 16.26919 |
| Median Absolute Deviation (MAD) | 2.46 |
| Skewness | 1.1031152 |
| Sum | 9257.169 |
| Variance | 23.360224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.36 | 5 | 0.9% |
| 13.5 | 4 | 0.7% |
| 13.34 | 4 | 0.7% |
| 13.45 | 3 | 0.5% |
| 15.05 | 3 | 0.5% |
| 15.11 | 3 | 0.5% |
| 16.76 | 3 | 0.5% |
| 14.8 | 3 | 0.5% |
| 12.4 | 3 | 0.5% |
| 16.46 | 3 | 0.5% |
| Other values (447) | 535 |
| Value | Count | Frequency (%) |
| 7.93 | 1 | |
| 8.678 | 1 | |
| 8.952 | 1 | |
| 8.964 | 1 | |
| 9.077 | 1 | |
| 9.092 | 1 | |
| 9.262 | 1 | |
| 9.414 | 1 | |
| 9.456 | 1 | |
| 9.473 | 1 |
| Value | Count | Frequency (%) |
| 36.04 | 1 | |
| 33.13 | 1 | |
| 33.12 | 1 | |
| 32.49 | 1 | |
| 31.01 | 1 | |
| 30.79 | 1 | |
| 30.75 | 1 | |
| 30.67 | 1 | |
| 30 | 1 | |
| 29.92 | 1 |
texture_worst
Real number (ℝ)
High correlation
| Distinct | 511 |
|---|---|
| Distinct (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.677223 |
| Minimum | 12.02 |
|---|---|
| Maximum | 49.54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 12.02 |
|---|---|
| 5-th percentile | 16.574 |
| Q1 | 21.08 |
| median | 25.41 |
| Q3 | 29.72 |
| 95-th percentile | 36.3 |
| Maximum | 49.54 |
| Range | 37.52 |
| Interquartile range (IQR) | 8.64 |
Descriptive statistics
| Standard deviation | 6.1462576 |
|---|---|
| Coefficient of variation (CV) | 0.23936613 |
| Kurtosis | 0.22430187 |
| Mean | 25.677223 |
| Median Absolute Deviation (MAD) | 4.33 |
| Skewness | 0.49832131 |
| Sum | 14610.34 |
| Variance | 37.776483 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17.7 | 3 | 0.5% |
| 27.26 | 3 | 0.5% |
| 27.66 | 2 | 0.4% |
| 28.14 | 2 | 0.4% |
| 30.73 | 2 | 0.4% |
| 28.07 | 2 | 0.4% |
| 27.78 | 2 | 0.4% |
| 23.58 | 2 | 0.4% |
| 33.17 | 2 | 0.4% |
| 17.04 | 2 | 0.4% |
| Other values (501) | 547 |
| Value | Count | Frequency (%) |
| 12.02 | 1 | |
| 12.49 | 1 | |
| 12.87 | 1 | |
| 14.1 | 1 | |
| 14.2 | 1 | |
| 14.82 | 1 | |
| 15.38 | 1 | |
| 15.4 | 1 | |
| 15.54 | 1 | |
| 15.64 | 1 |
| Value | Count | Frequency (%) |
| 49.54 | 1 | |
| 47.16 | 1 | |
| 45.41 | 1 | |
| 44.87 | 1 | |
| 42.79 | 1 | |
| 41.85 | 1 | |
| 41.78 | 1 | |
| 41.61 | 1 | |
| 40.68 | 1 | |
| 40.54 | 1 |
perimeter_worst
Real number (ℝ)
High correlation
| Distinct | 514 |
|---|---|
| Distinct (%) | 90.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.26121 |
| Minimum | 50.41 |
|---|---|
| Maximum | 251.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 50.41 |
|---|---|
| 5-th percentile | 67.856 |
| Q1 | 84.11 |
| median | 97.66 |
| Q3 | 125.4 |
| 95-th percentile | 171.64 |
| Maximum | 251.2 |
| Range | 200.79 |
| Interquartile range (IQR) | 41.29 |
Descriptive statistics
| Standard deviation | 33.602542 |
|---|---|
| Coefficient of variation (CV) | 0.31327767 |
| Kurtosis | 1.0701497 |
| Mean | 107.26121 |
| Median Absolute Deviation (MAD) | 16.87 |
| Skewness | 1.1281639 |
| Sum | 61031.63 |
| Variance | 1129.1308 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 117.7 | 3 | 0.5% |
| 105.9 | 3 | 0.5% |
| 101.7 | 3 | 0.5% |
| 158.8 | 2 | 0.4% |
| 119.4 | 2 | 0.4% |
| 106 | 2 | 0.4% |
| 95.29 | 2 | 0.4% |
| 101.2 | 2 | 0.4% |
| 100.9 | 2 | 0.4% |
| 85.07 | 2 | 0.4% |
| Other values (504) | 546 |
| Value | Count | Frequency (%) |
| 50.41 | 1 | |
| 54.49 | 1 | |
| 56.65 | 1 | |
| 57.17 | 1 | |
| 57.26 | 1 | |
| 58.08 | 1 | |
| 58.36 | 1 | |
| 59.16 | 1 | |
| 59.9 | 1 | |
| 60.9 | 1 |
| Value | Count | Frequency (%) |
| 251.2 | 1 | |
| 229.3 | 1 | |
| 220.8 | 1 | |
| 214 | 1 | |
| 211.7 | 1 | |
| 211.5 | 1 | |
| 206.8 | 1 | |
| 206 | 1 | |
| 205.7 | 1 | |
| 202.4 | 1 |
area_worst
Real number (ℝ)
High correlation
| Distinct | 544 |
|---|---|
| Distinct (%) | 95.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 880.58313 |
| Minimum | 185.2 |
|---|---|
| Maximum | 4254 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 185.2 |
|---|---|
| 5-th percentile | 331.06 |
| Q1 | 515.3 |
| median | 686.5 |
| Q3 | 1084 |
| 95-th percentile | 2009.6 |
| Maximum | 4254 |
| Range | 4068.8 |
| Interquartile range (IQR) | 568.7 |
Descriptive statistics
| Standard deviation | 569.35699 |
|---|---|
| Coefficient of variation (CV) | 0.64656814 |
| Kurtosis | 4.3963948 |
| Mean | 880.58313 |
| Median Absolute Deviation (MAD) | 215.6 |
| Skewness | 1.8593733 |
| Sum | 501051.8 |
| Variance | 324167.39 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 698.8 | 2 | 0.4% |
| 808.9 | 2 | 0.4% |
| 826.4 | 2 | 0.4% |
| 624.1 | 2 | 0.4% |
| 1210 | 2 | 0.4% |
| 708.8 | 2 | 0.4% |
| 546.7 | 2 | 0.4% |
| 458 | 2 | 0.4% |
| 1623 | 2 | 0.4% |
| 1269 | 2 | 0.4% |
| Other values (534) | 549 |
| Value | Count | Frequency (%) |
| 185.2 | 1 | |
| 223.6 | 1 | |
| 240.1 | 1 | |
| 242.2 | 1 | |
| 248 | 1 | |
| 249.8 | 1 | |
| 259.2 | 1 | |
| 268.6 | 1 | |
| 270 | 1 | |
| 273.9 | 1 |
| Value | Count | Frequency (%) |
| 4254 | 1 | |
| 3432 | 1 | |
| 3234 | 1 | |
| 3216 | 1 | |
| 3143 | 1 | |
| 2944 | 1 | |
| 2906 | 1 | |
| 2782 | 1 | |
| 2642 | 1 | |
| 2615 | 1 |
smoothness_worst
Real number (ℝ)
High correlation
| Distinct | 411 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13236859 |
| Minimum | 0.07117 |
|---|---|
| Maximum | 0.2226 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.07117 |
|---|---|
| 5-th percentile | 0.095734 |
| Q1 | 0.1166 |
| median | 0.1313 |
| Q3 | 0.146 |
| 95-th percentile | 0.17184 |
| Maximum | 0.2226 |
| Range | 0.15143 |
| Interquartile range (IQR) | 0.0294 |
Descriptive statistics
| Standard deviation | 0.022832429 |
|---|---|
| Coefficient of variation (CV) | 0.17249129 |
| Kurtosis | 0.51782519 |
| Mean | 0.13236859 |
| Median Absolute Deviation (MAD) | 0.0147 |
| Skewness | 0.415426 |
| Sum | 75.31773 |
| Variance | 0.00052131983 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1401 | 4 | 0.7% |
| 0.1312 | 4 | 0.7% |
| 0.1256 | 4 | 0.7% |
| 0.1415 | 4 | 0.7% |
| 0.1216 | 4 | 0.7% |
| 0.1234 | 4 | 0.7% |
| 0.1223 | 4 | 0.7% |
| 0.1275 | 4 | 0.7% |
| 0.1347 | 4 | 0.7% |
| 0.1199 | 3 | 0.5% |
| Other values (401) | 530 |
| Value | Count | Frequency (%) |
| 0.07117 | 1 | |
| 0.08125 | 1 | |
| 0.08409 | 1 | |
| 0.08484 | 1 | |
| 0.08567 | 1 | |
| 0.08774 | 1 | |
| 0.08799 | 1 | |
| 0.08822 | 1 | |
| 0.08864 | 1 | |
| 0.08949 | 1 |
| Value | Count | Frequency (%) |
| 0.2226 | 1 | |
| 0.2184 | 1 | |
| 0.2098 | 1 | |
| 0.2006 | 1 | |
| 0.1909 | 1 | |
| 0.1902 | 1 | |
| 0.1883 | 1 | |
| 0.1878 | 1 | |
| 0.1873 | 1 | |
| 0.1862 | 1 |
compactness_worst
Real number (ℝ)
High correlation
| Distinct | 529 |
|---|---|
| Distinct (%) | 93.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.25426504 |
| Minimum | 0.02729 |
|---|---|
| Maximum | 1.058 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.02729 |
|---|---|
| 5-th percentile | 0.071196 |
| Q1 | 0.1472 |
| median | 0.2119 |
| Q3 | 0.3391 |
| 95-th percentile | 0.56412 |
| Maximum | 1.058 |
| Range | 1.03071 |
| Interquartile range (IQR) | 0.1919 |
Descriptive statistics
| Standard deviation | 0.15733649 |
|---|---|
| Coefficient of variation (CV) | 0.6187893 |
| Kurtosis | 3.0392882 |
| Mean | 0.25426504 |
| Median Absolute Deviation (MAD) | 0.0871 |
| Skewness | 1.4735549 |
| Sum | 144.67681 |
| Variance | 0.024754771 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1486 | 3 | 0.5% |
| 0.3416 | 3 | 0.5% |
| 0.1788 | 2 | 0.4% |
| 0.255 | 2 | 0.4% |
| 0.09866 | 2 | 0.4% |
| 0.1963 | 2 | 0.4% |
| 0.165 | 2 | 0.4% |
| 0.1822 | 2 | 0.4% |
| 0.4061 | 2 | 0.4% |
| 0.3089 | 2 | 0.4% |
| Other values (519) | 547 |
| Value | Count | Frequency (%) |
| 0.02729 | 1 | |
| 0.03432 | 1 | |
| 0.04327 | 1 | |
| 0.04619 | 1 | |
| 0.04712 | 1 | |
| 0.04953 | 1 | |
| 0.05036 | 1 | |
| 0.05131 | 1 | |
| 0.05213 | 1 | |
| 0.05232 | 1 |
| Value | Count | Frequency (%) |
| 1.058 | 1 | |
| 0.9379 | 1 | |
| 0.9327 | 1 | |
| 0.8681 | 1 | |
| 0.8663 | 1 | |
| 0.7917 | 1 | |
| 0.7725 | 1 | |
| 0.7584 | 1 | |
| 0.7444 | 1 | |
| 0.7394 | 1 |
concavity_worst
Real number (ℝ)
High correlation Zeros
| Distinct | 539 |
|---|---|
| Distinct (%) | 94.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27218848 |
| Minimum | 0 |
|---|---|
| Maximum | 1.252 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01836 |
| Q1 | 0.1145 |
| median | 0.2267 |
| Q3 | 0.3829 |
| 95-th percentile | 0.68238 |
| Maximum | 1.252 |
| Range | 1.252 |
| Interquartile range (IQR) | 0.2684 |
Descriptive statistics
| Standard deviation | 0.20862428 |
|---|---|
| Coefficient of variation (CV) | 0.7664699 |
| Kurtosis | 1.6152533 |
| Mean | 0.27218848 |
| Median Absolute Deviation (MAD) | 0.132 |
| Skewness | 1.1502368 |
| Sum | 154.87525 |
| Variance | 0.04352409 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13 | 2.3% |
| 0.4504 | 3 | 0.5% |
| 0.1377 | 3 | 0.5% |
| 0.4024 | 2 | 0.4% |
| 0.3853 | 2 | 0.4% |
| 0.363 | 2 | 0.4% |
| 0.2644 | 2 | 0.4% |
| 0.1423 | 2 | 0.4% |
| 0.1804 | 2 | 0.4% |
| 0.1564 | 2 | 0.4% |
| Other values (529) | 536 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 0.001845 | 1 | 0.2% |
| 0.003581 | 1 | 0.2% |
| 0.004955 | 1 | 0.2% |
| 0.005518 | 1 | 0.2% |
| 0.005579 | 1 | 0.2% |
| 0.00692 | 1 | 0.2% |
| 0.007732 | 1 | 0.2% |
| 0.007977 | 1 | 0.2% |
| 0.01005 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 1.252 | 1 | |
| 1.17 | 1 | |
| 1.105 | 1 | |
| 0.9608 | 1 | |
| 0.9387 | 1 | |
| 0.9034 | 1 | |
| 0.9019 | 1 | |
| 0.8489 | 1 | |
| 0.8488 | 1 | |
| 0.8402 | 1 |
concave points_worst
Real number (ℝ)
High correlation Zeros
| Distinct | 492 |
|---|---|
| Distinct (%) | 86.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11460622 |
| Minimum | 0 |
|---|---|
| Maximum | 0.291 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.024286 |
| Q1 | 0.06493 |
| median | 0.09993 |
| Q3 | 0.1614 |
| 95-th percentile | 0.23692 |
| Maximum | 0.291 |
| Range | 0.291 |
| Interquartile range (IQR) | 0.09647 |
Descriptive statistics
| Standard deviation | 0.065732341 |
|---|---|
| Coefficient of variation (CV) | 0.57354949 |
| Kurtosis | -0.53553512 |
| Mean | 0.11460622 |
| Median Absolute Deviation (MAD) | 0.04457 |
| Skewness | 0.49261553 |
| Sum | 65.210941 |
| Variance | 0.0043207407 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13 | 2.3% |
| 0.1105 | 3 | 0.5% |
| 0.07431 | 3 | 0.5% |
| 0.06296 | 3 | 0.5% |
| 0.1218 | 3 | 0.5% |
| 0.1708 | 3 | 0.5% |
| 0.02564 | 3 | 0.5% |
| 0.1827 | 3 | 0.5% |
| 0.04306 | 3 | 0.5% |
| 0.05556 | 3 | 0.5% |
| Other values (482) | 529 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 0.008772 | 1 | 0.2% |
| 0.009259 | 1 | 0.2% |
| 0.01042 | 1 | 0.2% |
| 0.01111 | 2 | 0.4% |
| 0.01389 | 1 | 0.2% |
| 0.01635 | 1 | 0.2% |
| 0.01667 | 1 | 0.2% |
| 0.01852 | 1 | 0.2% |
| 0.02022 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.291 | 1 | |
| 0.2903 | 1 | |
| 0.2867 | 1 | |
| 0.2756 | 1 | |
| 0.2733 | 1 | |
| 0.2701 | 1 | |
| 0.2688 | 1 | |
| 0.2685 | 1 | |
| 0.2654 | 1 | |
| 0.265 | 1 |
symmetry_worst
Real number (ℝ)
High correlation
| Distinct | 500 |
|---|---|
| Distinct (%) | 87.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.29007557 |
| Minimum | 0.1565 |
|---|---|
| Maximum | 0.6638 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.1565 |
|---|---|
| 5-th percentile | 0.2127 |
| Q1 | 0.2504 |
| median | 0.2822 |
| Q3 | 0.3179 |
| 95-th percentile | 0.40616 |
| Maximum | 0.6638 |
| Range | 0.5073 |
| Interquartile range (IQR) | 0.0675 |
Descriptive statistics
| Standard deviation | 0.061867468 |
|---|---|
| Coefficient of variation (CV) | 0.21328052 |
| Kurtosis | 4.4445595 |
| Mean | 0.29007557 |
| Median Absolute Deviation (MAD) | 0.0342 |
| Skewness | 1.4339278 |
| Sum | 165.053 |
| Variance | 0.0038275835 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2369 | 3 | 0.5% |
| 0.3109 | 3 | 0.5% |
| 0.2383 | 3 | 0.5% |
| 0.2226 | 3 | 0.5% |
| 0.3196 | 3 | 0.5% |
| 0.2972 | 3 | 0.5% |
| 0.2557 | 2 | 0.4% |
| 0.2741 | 2 | 0.4% |
| 0.251 | 2 | 0.4% |
| 0.2434 | 2 | 0.4% |
| Other values (490) | 543 |
| Value | Count | Frequency (%) |
| 0.1565 | 1 | |
| 0.1566 | 1 | |
| 0.1603 | 1 | |
| 0.1648 | 1 | |
| 0.1652 | 1 | |
| 0.1712 | 1 | |
| 0.1783 | 2 | |
| 0.1811 | 1 | |
| 0.1859 | 1 | |
| 0.189 | 1 |
| Value | Count | Frequency (%) |
| 0.6638 | 1 | |
| 0.5774 | 1 | |
| 0.5558 | 1 | |
| 0.544 | 1 | |
| 0.5166 | 1 | |
| 0.4882 | 1 | |
| 0.4863 | 1 | |
| 0.4824 | 1 | |
| 0.4761 | 1 | |
| 0.4753 | 1 |
fractal_dimension_worst
Real number (ℝ)
High correlation
| Distinct | 535 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.083945817 |
| Minimum | 0.05504 |
|---|---|
| Maximum | 0.2075 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.05504 |
|---|---|
| 5-th percentile | 0.062558 |
| Q1 | 0.07146 |
| median | 0.08004 |
| Q3 | 0.09208 |
| 95-th percentile | 0.11952 |
| Maximum | 0.2075 |
| Range | 0.15246 |
| Interquartile range (IQR) | 0.02062 |
Descriptive statistics
| Standard deviation | 0.018061267 |
|---|---|
| Coefficient of variation (CV) | 0.21515387 |
| Kurtosis | 5.2446106 |
| Mean | 0.083945817 |
| Median Absolute Deviation (MAD) | 0.00986 |
| Skewness | 1.6625793 |
| Sum | 47.76517 |
| Variance | 0.00032620938 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.07427 | 3 | 0.5% |
| 0.08701 | 2 | 0.4% |
| 0.103 | 2 | 0.4% |
| 0.07987 | 2 | 0.4% |
| 0.1297 | 2 | 0.4% |
| 0.07623 | 2 | 0.4% |
| 0.06469 | 2 | 0.4% |
| 0.08368 | 2 | 0.4% |
| 0.07722 | 2 | 0.4% |
| 0.08633 | 2 | 0.4% |
| Other values (525) | 548 |
| Value | Count | Frequency (%) |
| 0.05504 | 1 | |
| 0.05521 | 1 | |
| 0.05525 | 1 | |
| 0.05695 | 1 | |
| 0.05737 | 1 | |
| 0.05843 | 1 | |
| 0.05865 | 1 | |
| 0.05871 | 1 | |
| 0.05905 | 1 | |
| 0.05932 | 1 |
| Value | Count | Frequency (%) |
| 0.2075 | 1 | |
| 0.173 | 1 | |
| 0.1486 | 1 | |
| 0.1446 | 1 | |
| 0.1431 | 1 | |
| 0.1409 | 1 | |
| 0.1405 | 1 | |
| 0.1403 | 1 | |
| 0.1402 | 1 | |
| 0.1364 | 1 |
Unnamed: 32
Unsupported
Missing Rejected Unsupported
| Missing | 569 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 4.6 KiB |